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In this paper, we propose normalized time-fractional diffusion equations in two and three spatial dimensions, where the normalization guarantees that the total memory weight remains equal to one and allows a consistent interpretation of memory effects for different fractional orders. An efficient Fourier spectral method in space combined with a finite difference approximation in time is used to solve the governing equations in both two- and three-dimensional (2D and 3D) settings. A rigorous error analysis shows that the proposed scheme achieves a temporal convergence rate of order
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